Attributions & Notices

Last updated: 2026-06-24

中文摘要：本平台仅检索并链接到 Hugging Face、UCI、Kaggle 等公开数据集，不托管或分发数据本身；各数据集版权与许可归原作者所有。AI 由 Anthropic Claude 与本地自托管的 Qwen2.5（Apache-2.0）驱动。平台基于 MIT/BSD/Apache 等开源软件构建，谨此致谢。

1. Datasets & data sources

Research-topic discovery searches and links to public dataset repositories. The platform does not host, store, or redistribute dataset files — it shows metadata (name, short description, counts, license where available) and a link to the original page. All datasets are the property of their respective owners and are subject to their own licenses, which vary.

Source	Use	Notes
Hugging Face Datasets	Dataset search via the public Hub API	Per-dataset license shown when tagged; verify on source
UCI Machine Learning Repository	Dataset search via the public API	Many datasets are CC BY 4.0 — please cite the dataset and UCI; verify on source
Kaggle Datasets	Dataset search via the official API	Per-dataset `licenseName` shown; verify on source
OpenAlex	Related-works / citation search (Topic Analysis)	Open bibliographic metadata under CC0; we display citations + links only, never full text

For datasets under CC BY, attribution is owed to the dataset authors as stated on the dataset page. Where a license is shown as "verify on source", treat it as all-rights-reserved until you confirm otherwise. Related-works citations come from OpenAlex (CC0 bibliographic metadata). The platform does not contact, scrape, or store content from academic publishers (e.g. IEEE, Elsevier, Springer, Nature, ACM, Wiley) — it shows citation metadata and links out.

2. AI models

Model	Provider	License / terms
Claude (Opus)	Anthropic	Commercial API terms
Qwen2.5 (14B / 7B)	Alibaba, self-hosted via Ollama	Apache-2.0
Gemini (optional fallback)	Google	Gemini API terms

3. Open-source software

This platform is built with open-source software under permissive licenses. With gratitude:

Project	License
Node.js, Express	MIT
better-sqlite3, qrcode, acme-client, @anthropic-ai/sdk, stripe, nodemailer	MIT
dotenv	BSD-2-Clause
Chart.js	MIT
Ollama	MIT
Qwen2.5 model weights	Apache-2.0
frp (tunneling)	Apache-2.0

Trademarks and logos shown on the platform (Hugging Face, Kaggle, UCI, etc.) are the property of their respective owners and are used only to identify the sources we link to.